Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 400 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 47.0 KiB |
| Average record size in memory | 120.3 B |
Variable types
| Numeric | 15 |
|---|
operating-margin is highly correlated with ebit-margin and 2 other fields | High correlation |
ebit-margin is highly correlated with operating-margin and 2 other fields | High correlation |
pre-tax-profit-margin is highly correlated with operating-margin and 2 other fields | High correlation |
net-profit-margin is highly correlated with operating-margin and 2 other fields | High correlation |
roa is highly correlated with roi | High correlation |
roi is highly correlated with roa | High correlation |
pre-tax-profit-margin has unique values | Unique |
days-sales-in-receivables has unique values | Unique |
roe has unique values | Unique |
roa has unique values | Unique |
roi has unique values | Unique |
book-value-per-share has unique values | Unique |
sigma has unique values | Unique |
Reproduction
| Analysis started | 2021-05-21 10:08:04.681230 |
|---|---|
| Analysis finished | 2021-05-21 10:08:55.247859 |
| Duration | 50.57 seconds |
| Software version | pandas-profiling v2.11.0 |
| Download configuration | config.yaml |
current-ratio
Real number (ℝ≥0)
| Distinct | 395 |
|---|---|
| Distinct (%) | 98.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.982951 |
|---|---|
| Minimum | 0.6271 |
| Maximum | 10.2911 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 0.6271 |
|---|---|
| 5-th percentile | 0.79447 |
| Q1 | 1.054725 |
| median | 1.55835 |
| Q3 | 2.2316 |
| 95-th percentile | 5.87699 |
| Maximum | 10.2911 |
| Range | 9.664 |
| Interquartile range (IQR) | 1.176875 |
Descriptive statistics
| Standard deviation | 1.575446122 |
|---|---|
| Coefficient of variation (CV) | 0.7944957398 |
| Kurtosis | 7.652407119 |
| Mean | 1.982951 |
| Median Absolute Deviation (MAD) | 0.52235 |
| Skewness | 2.649002201 |
| Sum | 793.1804 |
| Variance | 2.482030482 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.0743 | 2 | 0.5% |
| 1.8357 | 2 | 0.5% |
| 0.7728 | 2 | 0.5% |
| 2.5158 | 2 | 0.5% |
| 1.5632 | 2 | 0.5% |
| 0.8797 | 1 | 0.2% |
| 2.0671 | 1 | 0.2% |
| 1.5092 | 1 | 0.2% |
| 0.8901 | 1 | 0.2% |
| 1.2425 | 1 | 0.2% |
| Other values (385) | 385 |
| Value | Count | Frequency (%) |
| 0.6271 | 1 | |
| 0.7061 | 1 | |
| 0.7247 | 1 | |
| 0.7329 | 1 | |
| 0.7336 | 1 |
| Value | Count | Frequency (%) |
| 10.2911 | 1 | |
| 8.9848 | 1 | |
| 8.6492 | 1 | |
| 8.5425 | 1 | |
| 8.4203 | 1 |
gross-margin
Real number (ℝ)
| Distinct | 321 |
|---|---|
| Distinct (%) | 80.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.4188015 |
|---|---|
| Minimum | -17.4856 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | -17.4856 |
|---|---|
| 5-th percentile | 21.304105 |
| Q1 | 34.9126 |
| median | 51.3918 |
| Q3 | 67.125475 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 117.4856 |
| Interquartile range (IQR) | 32.212875 |
Descriptive statistics
| Standard deviation | 26.95559208 |
|---|---|
| Coefficient of variation (CV) | 0.4863979616 |
| Kurtosis | -0.8187519426 |
| Mean | 55.4188015 |
| Median Absolute Deviation (MAD) | 16.1632 |
| Skewness | 0.4338428314 |
| Sum | 22167.5206 |
| Variance | 726.6039446 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 80 | 20.0% |
| 40.9811 | 1 | 0.2% |
| 48.5044 | 1 | 0.2% |
| 60.3898 | 1 | 0.2% |
| 25.3506 | 1 | 0.2% |
| 67.3552 | 1 | 0.2% |
| 67.044 | 1 | 0.2% |
| 53.1375 | 1 | 0.2% |
| 48.8094 | 1 | 0.2% |
| 64.4993 | 1 | 0.2% |
| Other values (311) | 311 |
| Value | Count | Frequency (%) |
| -17.4856 | 1 | |
| 7.7876 | 1 | |
| 12.4642 | 1 | |
| 13.3587 | 1 | |
| 13.3928 | 1 |
| Value | Count | Frequency (%) |
| 100 | 80 | |
| 78.6492 | 1 | 0.2% |
| 78.2581 | 1 | 0.2% |
| 77.2965 | 1 | 0.2% |
| 76.9478 | 1 | 0.2% |
| Distinct | 399 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.56488675 |
|---|---|
| Minimum | -398.3604 |
| Maximum | 69.4912 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | -398.3604 |
|---|---|
| 5-th percentile | -10.92967 |
| Q1 | 5.353525 |
| median | 23.2668 |
| Q3 | 34.18205 |
| 95-th percentile | 63.546 |
| Maximum | 69.4912 |
| Range | 467.8516 |
| Interquartile range (IQR) | 28.828525 |
Descriptive statistics
| Standard deviation | 39.28756187 |
|---|---|
| Coefficient of variation (CV) | 1.910419559 |
| Kurtosis | 47.57513121 |
| Mean | 20.56488675 |
| Median Absolute Deviation (MAD) | 16.75975 |
| Skewness | -5.497901204 |
| Sum | 8225.9547 |
| Variance | 1543.512517 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 18.774 | 2 | 0.5% |
| 15.1365 | 1 | 0.2% |
| 34.2284 | 1 | 0.2% |
| 47.4406 | 1 | 0.2% |
| 62.6794 | 1 | 0.2% |
| 31.8862 | 1 | 0.2% |
| -101.6374 | 1 | 0.2% |
| 62.0012 | 1 | 0.2% |
| 37.4247 | 1 | 0.2% |
| 5.1224 | 1 | 0.2% |
| Other values (389) | 389 |
| Value | Count | Frequency (%) |
| -398.3604 | 1 | |
| -294.2387 | 1 | |
| -216.4698 | 1 | |
| -205.5263 | 1 | |
| -111.8111 | 1 |
| Value | Count | Frequency (%) |
| 69.4912 | 1 | |
| 68.4286 | 1 | |
| 67.5928 | 1 | |
| 67.5082 | 1 | |
| 67.209 | 1 |
| Distinct | 399 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.5648865 |
|---|---|
| Minimum | -398.3604 |
| Maximum | 69.4912 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | -398.3604 |
|---|---|
| 5-th percentile | -10.92967 |
| Q1 | 5.353525 |
| median | 23.2668 |
| Q3 | 34.18205 |
| 95-th percentile | 63.546 |
| Maximum | 69.4912 |
| Range | 467.8516 |
| Interquartile range (IQR) | 28.828525 |
Descriptive statistics
| Standard deviation | 39.28756211 |
|---|---|
| Coefficient of variation (CV) | 1.910419594 |
| Kurtosis | 47.57512982 |
| Mean | 20.5648865 |
| Median Absolute Deviation (MAD) | 16.75975 |
| Skewness | -5.4979011 |
| Sum | 8225.9546 |
| Variance | 1543.512537 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 18.774 | 2 | 0.5% |
| 15.1365 | 1 | 0.2% |
| 34.2284 | 1 | 0.2% |
| 47.4406 | 1 | 0.2% |
| 62.6794 | 1 | 0.2% |
| 31.8862 | 1 | 0.2% |
| -101.6374 | 1 | 0.2% |
| 62.0012 | 1 | 0.2% |
| 37.4247 | 1 | 0.2% |
| 5.1224 | 1 | 0.2% |
| Other values (389) | 389 |
| Value | Count | Frequency (%) |
| -398.3604 | 1 | |
| -294.2387 | 1 | |
| -216.4698 | 1 | |
| -205.5263 | 1 | |
| -111.8111 | 1 |
| Value | Count | Frequency (%) |
| 69.4912 | 1 | |
| 68.4286 | 1 | |
| 67.5928 | 1 | |
| 67.5082 | 1 | |
| 67.209 | 1 |
| Distinct | 400 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.3879275 |
|---|---|
| Minimum | -395.8054 |
| Maximum | 74.0253 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | -395.8054 |
|---|---|
| 5-th percentile | -13.848125 |
| Q1 | 4.86755 |
| median | 23.77435 |
| Q3 | 35.315225 |
| 95-th percentile | 63.50373 |
| Maximum | 74.0253 |
| Range | 469.8307 |
| Interquartile range (IQR) | 30.447675 |
Descriptive statistics
| Standard deviation | 39.5869642 |
|---|---|
| Coefficient of variation (CV) | 1.94168653 |
| Kurtosis | 45.97865789 |
| Mean | 20.3879275 |
| Median Absolute Deviation (MAD) | 17.4303 |
| Skewness | -5.403692118 |
| Sum | 8155.171 |
| Variance | 1567.127734 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 53.4615 | 1 | 0.2% |
| 3.7538 | 1 | 0.2% |
| 2.1751 | 1 | 0.2% |
| 18.6831 | 1 | 0.2% |
| 42.0562 | 1 | 0.2% |
| 30.6727 | 1 | 0.2% |
| 2.029 | 1 | 0.2% |
| 57.9814 | 1 | 0.2% |
| 37.7842 | 1 | 0.2% |
| -16.0809 | 1 | 0.2% |
| Other values (390) | 390 |
| Value | Count | Frequency (%) |
| -395.8054 | 1 | |
| -297.7227 | 1 | |
| -220.9165 | 1 | |
| -206.6692 | 1 | |
| -112.7025 | 1 |
| Value | Count | Frequency (%) |
| 74.0253 | 1 | |
| 67.3194 | 1 | |
| 66.9405 | 1 | |
| 66.9276 | 1 | |
| 66.8835 | 1 |
| Distinct | 399 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.81416725 |
|---|---|
| Minimum | -396.2143 |
| Maximum | 60.8568 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | -396.2143 |
|---|---|
| 5-th percentile | -15.67375 |
| Q1 | 3.221875 |
| median | 18.99775 |
| Q3 | 29.674275 |
| 95-th percentile | 47.591035 |
| Maximum | 60.8568 |
| Range | 457.0711 |
| Interquartile range (IQR) | 26.4524 |
Descriptive statistics
| Standard deviation | 36.64438831 |
|---|---|
| Coefficient of variation (CV) | 2.473604334 |
| Kurtosis | 59.3989207 |
| Mean | 14.81416725 |
| Median Absolute Deviation (MAD) | 14.69235 |
| Skewness | -6.506276267 |
| Sum | 5925.6669 |
| Variance | 1342.811195 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.6565 | 2 | 0.5% |
| 49.0593 | 1 | 0.2% |
| 2.7689 | 1 | 0.2% |
| 19.9276 | 1 | 0.2% |
| 17.3639 | 1 | 0.2% |
| 25.8034 | 1 | 0.2% |
| -20.7519 | 1 | 0.2% |
| 1.3692 | 1 | 0.2% |
| 20.8003 | 1 | 0.2% |
| 3.3173 | 1 | 0.2% |
| Other values (389) | 389 |
| Value | Count | Frequency (%) |
| -396.2143 | 1 | |
| -297.9183 | 1 | |
| -221.148 | 1 | |
| -206.9562 | 1 | |
| -112.8533 | 1 |
| Value | Count | Frequency (%) |
| 60.8568 | 1 | |
| 54.9675 | 1 | |
| 54.446 | 1 | |
| 54.1864 | 1 | |
| 54.0683 | 1 |
asset-turnover
Real number (ℝ≥0)
| Distinct | 366 |
|---|---|
| Distinct (%) | 91.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.22724 |
|---|---|
| Minimum | 0.0343 |
| Maximum | 0.6896 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 0.0343 |
|---|---|
| 5-th percentile | 0.071395 |
| Q1 | 0.130775 |
| median | 0.1588 |
| Q3 | 0.23675 |
| 95-th percentile | 0.598715 |
| Maximum | 0.6896 |
| Range | 0.6553 |
| Interquartile range (IQR) | 0.105975 |
Descriptive statistics
| Standard deviation | 0.1652782615 |
|---|---|
| Coefficient of variation (CV) | 0.7273290858 |
| Kurtosis | 0.6884118543 |
| Mean | 0.22724 |
| Median Absolute Deviation (MAD) | 0.03595 |
| Skewness | 1.440443516 |
| Sum | 90.896 |
| Variance | 0.02731690371 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1476 | 4 | 1.0% |
| 0.1583 | 3 | 0.8% |
| 0.1262 | 3 | 0.8% |
| 0.1241 | 2 | 0.5% |
| 0.1271 | 2 | 0.5% |
| 0.1619 | 2 | 0.5% |
| 0.1279 | 2 | 0.5% |
| 0.156 | 2 | 0.5% |
| 0.1321 | 2 | 0.5% |
| 0.1374 | 2 | 0.5% |
| Other values (356) | 376 |
| Value | Count | Frequency (%) |
| 0.0343 | 1 | |
| 0.0396 | 1 | |
| 0.0552 | 1 | |
| 0.0568 | 1 | |
| 0.0619 | 1 |
| Value | Count | Frequency (%) |
| 0.6896 | 1 | |
| 0.6663 | 1 | |
| 0.6585 | 1 | |
| 0.6533 | 1 | |
| 0.6497 | 1 |
receiveable-turnover
Real number (ℝ≥0)
| Distinct | 399 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.956246 |
|---|---|
| Minimum | 0.9484 |
| Maximum | 26.9501 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 0.9484 |
|---|---|
| 5-th percentile | 1.432585 |
| Q1 | 1.900975 |
| median | 2.76285 |
| Q3 | 4.3712 |
| 95-th percentile | 22.12584 |
| Maximum | 26.9501 |
| Range | 26.0017 |
| Interquartile range (IQR) | 2.470225 |
Descriptive statistics
| Standard deviation | 5.953220141 |
|---|---|
| Coefficient of variation (CV) | 1.201155096 |
| Kurtosis | 4.569656767 |
| Mean | 4.956246 |
| Median Absolute Deviation (MAD) | 0.98965 |
| Skewness | 2.422237982 |
| Sum | 1982.4984 |
| Variance | 35.44083004 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.9009 | 2 | 0.5% |
| 3.8621 | 1 | 0.2% |
| 2.0802 | 1 | 0.2% |
| 7.1112 | 1 | 0.2% |
| 1.7485 | 1 | 0.2% |
| 1.1361 | 1 | 0.2% |
| 1.8739 | 1 | 0.2% |
| 3.4172 | 1 | 0.2% |
| 2.2404 | 1 | 0.2% |
| 2.1188 | 1 | 0.2% |
| Other values (389) | 389 |
| Value | Count | Frequency (%) |
| 0.9484 | 1 | |
| 1.0104 | 1 | |
| 1.1361 | 1 | |
| 1.1378 | 1 | |
| 1.1415 | 1 |
| Value | Count | Frequency (%) |
| 26.9501 | 1 | |
| 26.8586 | 1 | |
| 26.7691 | 1 | |
| 25.5954 | 1 | |
| 24.2727 | 1 |
| Distinct | 400 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.66710525 |
|---|---|
| Minimum | 3.3395 |
| Maximum | 94.9016 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 3.3395 |
|---|---|
| 5-th percentile | 4.067695 |
| Q1 | 20.592425 |
| median | 32.5757 |
| Q3 | 47.343125 |
| 95-th percentile | 62.822745 |
| Maximum | 94.9016 |
| Range | 91.5621 |
| Interquartile range (IQR) | 26.7507 |
Descriptive statistics
| Standard deviation | 18.35903587 |
|---|---|
| Coefficient of variation (CV) | 0.5453107933 |
| Kurtosis | -0.190673861 |
| Mean | 33.66710525 |
| Median Absolute Deviation (MAD) | 13.32395 |
| Skewness | 0.3377804252 |
| Sum | 13466.8421 |
| Variance | 337.0541981 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 49.9834 | 1 | 0.2% |
| 4.1687 | 1 | 0.2% |
| 4.6047 | 1 | 0.2% |
| 17.5921 | 1 | 0.2% |
| 59.5368 | 1 | 0.2% |
| 57.0638 | 1 | 0.2% |
| 46.355 | 1 | 0.2% |
| 36.71 | 1 | 0.2% |
| 89.0753 | 1 | 0.2% |
| 3.9462 | 1 | 0.2% |
| Other values (390) | 390 |
| Value | Count | Frequency (%) |
| 3.3395 | 1 | |
| 3.3509 | 1 | |
| 3.3621 | 1 | |
| 3.5163 | 1 | |
| 3.7079 | 1 |
| Value | Count | Frequency (%) |
| 94.9016 | 1 | |
| 89.0753 | 1 | |
| 79.2186 | 1 | |
| 79.0983 | 1 | |
| 78.8436 | 1 |
| Distinct | 400 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.301302 |
|---|---|
| Minimum | -169.7387 |
| Maximum | 397.5031 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | -169.7387 |
|---|---|
| 5-th percentile | -7.80984 |
| Q1 | 3.65025 |
| median | 5.57305 |
| Q3 | 8.9195 |
| 95-th percentile | 18.958325 |
| Maximum | 397.5031 |
| Range | 567.2418 |
| Interquartile range (IQR) | 5.26925 |
Descriptive statistics
| Standard deviation | 23.67965577 |
|---|---|
| Coefficient of variation (CV) | 3.757898887 |
| Kurtosis | 194.8831038 |
| Mean | 6.301302 |
| Median Absolute Deviation (MAD) | 2.59155 |
| Skewness | 10.17571422 |
| Sum | 2520.5208 |
| Variance | 560.7260976 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.2029 | 1 | 0.2% |
| 6.8661 | 1 | 0.2% |
| 19.3958 | 1 | 0.2% |
| 7.8956 | 1 | 0.2% |
| 4.4703 | 1 | 0.2% |
| 2.2864 | 1 | 0.2% |
| 10.021 | 1 | 0.2% |
| 0.8162 | 1 | 0.2% |
| 11.738 | 1 | 0.2% |
| 21.8529 | 1 | 0.2% |
| Other values (390) | 390 |
| Value | Count | Frequency (%) |
| -169.7387 | 1 | |
| -72.1195 | 1 | |
| -58.4069 | 1 | |
| -36.3717 | 1 | |
| -29.565 | 1 |
| Value | Count | Frequency (%) |
| 397.5031 | 1 | |
| 43.4208 | 1 | |
| 42.3719 | 1 | |
| 40.6753 | 1 | |
| 35.8767 | 1 |
return-on-tangible-equity
Real number (ℝ)
| Distinct | 399 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -4.536191 |
|---|---|
| Minimum | -3572.881 |
| Maximum | 796.3158 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | -3572.881 |
|---|---|
| 5-th percentile | -31.86591 |
| Q1 | -1.06655 |
| median | 7.0011 |
| Q3 | 13.4391 |
| 95-th percentile | 33.19967 |
| Maximum | 796.3158 |
| Range | 4369.1968 |
| Interquartile range (IQR) | 14.50565 |
Descriptive statistics
| Standard deviation | 214.6997191 |
|---|---|
| Coefficient of variation (CV) | -47.33039661 |
| Kurtosis | 204.9761408 |
| Mean | -4.536191 |
| Median Absolute Deviation (MAD) | 6.9121 |
| Skewness | -12.89039543 |
| Sum | -1814.4764 |
| Variance | 46095.9694 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6.3773 | 2 | 0.5% |
| -11.671 | 1 | 0.2% |
| 9.0578 | 1 | 0.2% |
| 30.3624 | 1 | 0.2% |
| 11.8892 | 1 | 0.2% |
| 796.3158 | 1 | 0.2% |
| -31.831 | 1 | 0.2% |
| 6.9782 | 1 | 0.2% |
| 1.1158 | 1 | 0.2% |
| 22.7618 | 1 | 0.2% |
| Other values (389) | 389 |
| Value | Count | Frequency (%) |
| -3572.881 | 1 | |
| -1801.064 | 1 | |
| -793.3333 | 1 | |
| -169.7387 | 1 | |
| -72.1195 | 1 |
| Value | Count | Frequency (%) |
| 796.3158 | 1 | |
| 734.0502 | 1 | |
| 438.4134 | 1 | |
| 397.5031 | 1 | |
| 152.4979 | 1 |
| Distinct | 400 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.61062575 |
|---|---|
| Minimum | -13.6934 |
| Maximum | 10.8552 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | -13.6934 |
|---|---|
| 5-th percentile | -2.314275 |
| Q1 | 1.56215 |
| median | 2.79615 |
| Q3 | 4.03705 |
| 95-th percentile | 6.84724 |
| Maximum | 10.8552 |
| Range | 24.5486 |
| Interquartile range (IQR) | 2.4749 |
Descriptive statistics
| Standard deviation | 3.015265593 |
|---|---|
| Coefficient of variation (CV) | 1.154997262 |
| Kurtosis | 6.945147229 |
| Mean | 2.61062575 |
| Median Absolute Deviation (MAD) | 1.24285 |
| Skewness | -1.597141748 |
| Sum | 1044.2503 |
| Variance | 9.091826594 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -3.0709 | 1 | 0.2% |
| 2.8547 | 1 | 0.2% |
| 2.8223 | 1 | 0.2% |
| 2.8214 | 1 | 0.2% |
| 1.1106 | 1 | 0.2% |
| 1.5471 | 1 | 0.2% |
| 2.3082 | 1 | 0.2% |
| 1.8439 | 1 | 0.2% |
| 3.593 | 1 | 0.2% |
| 3.4717 | 1 | 0.2% |
| Other values (390) | 390 |
| Value | Count | Frequency (%) |
| -13.6934 | 1 | |
| -13.5934 | 1 | |
| -11.8083 | 1 | |
| -11.4219 | 1 | |
| -9.2935 | 1 |
| Value | Count | Frequency (%) |
| 10.8552 | 1 | |
| 9.9546 | 1 | |
| 9.4202 | 1 | |
| 9.0064 | 1 | |
| 8.5468 | 1 |
| Distinct | 400 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.0405945 |
|---|---|
| Minimum | -28.2224 |
| Maximum | 17.3741 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | -28.2224 |
|---|---|
| 5-th percentile | -4.370245 |
| Q1 | 2.6439 |
| median | 4.1806 |
| Q3 | 6.05745 |
| 95-th percentile | 11.838295 |
| Maximum | 17.3741 |
| Range | 45.5965 |
| Interquartile range (IQR) | 3.41355 |
Descriptive statistics
| Standard deviation | 5.08315243 |
|---|---|
| Coefficient of variation (CV) | 1.258020925 |
| Kurtosis | 7.85851712 |
| Mean | 4.0405945 |
| Median Absolute Deviation (MAD) | 1.71455 |
| Skewness | -1.584974949 |
| Sum | 1616.2378 |
| Variance | 25.83843863 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.5385 | 1 | 0.2% |
| 3.1866 | 1 | 0.2% |
| 5.8686 | 1 | 0.2% |
| 3.7307 | 1 | 0.2% |
| 3.6925 | 1 | 0.2% |
| 3.8657 | 1 | 0.2% |
| -2.2111 | 1 | 0.2% |
| 11.9237 | 1 | 0.2% |
| 1.3419 | 1 | 0.2% |
| 2.8577 | 1 | 0.2% |
| Other values (390) | 390 |
| Value | Count | Frequency (%) |
| -28.2224 | 1 | |
| -22.804 | 1 | |
| -18.0498 | 1 | |
| -16.7735 | 1 | |
| -16.4555 | 1 |
| Value | Count | Frequency (%) |
| 17.3741 | 1 | |
| 16.9442 | 1 | |
| 16.5854 | 1 | |
| 16.2948 | 1 | |
| 15.9489 | 1 |
| Distinct | 400 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.09056525 |
|---|---|
| Minimum | -0.0527 |
| Maximum | 205 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | -0.0527 |
|---|---|
| 5-th percentile | 2.63864 |
| Q1 | 6.352025 |
| median | 11.64265 |
| Q3 | 21.305525 |
| 95-th percentile | 31.44408 |
| Maximum | 205 |
| Range | 205.0527 |
| Interquartile range (IQR) | 14.9535 |
Descriptive statistics
| Standard deviation | 22.44877449 |
|---|---|
| Coefficient of variation (CV) | 1.31351855 |
| Kurtosis | 30.88442767 |
| Mean | 17.09056525 |
| Median Absolute Deviation (MAD) | 6.15495 |
| Skewness | 5.030760869 |
| Sum | 6836.2261 |
| Variance | 503.9474762 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 22.4522 | 1 | 0.2% |
| 15.6259 | 1 | 0.2% |
| 10.8091 | 1 | 0.2% |
| 17.259 | 1 | 0.2% |
| 1.6492 | 1 | 0.2% |
| 24.2202 | 1 | 0.2% |
| 0.4287 | 1 | 0.2% |
| 5.0808 | 1 | 0.2% |
| 16.9181 | 1 | 0.2% |
| 22.5511 | 1 | 0.2% |
| Other values (390) | 390 |
| Value | Count | Frequency (%) |
| -0.0527 | 1 | |
| 0.1181 | 1 | |
| 0.2184 | 1 | |
| 0.2926 | 1 | |
| 0.2928 | 1 |
| Value | Count | Frequency (%) |
| 205 | 1 | |
| 185.6938 | 1 | |
| 164.8904 | 1 | |
| 147.1617 | 1 | |
| 130.8056 | 1 |
| Distinct | 400 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01870601091 |
|---|---|
| Minimum | 0.001572467 |
| Maximum | 0.123591654 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 0.001572467 |
|---|---|
| 5-th percentile | 0.0047460897 |
| Q1 | 0.0094064075 |
| median | 0.014945543 |
| Q3 | 0.0234071265 |
| 95-th percentile | 0.0443983999 |
| Maximum | 0.123591654 |
| Range | 0.122019187 |
| Interquartile range (IQR) | 0.014000719 |
Descriptive statistics
| Standard deviation | 0.01462320384 |
|---|---|
| Coefficient of variation (CV) | 0.7817382291 |
| Kurtosis | 13.64567891 |
| Mean | 0.01870601091 |
| Median Absolute Deviation (MAD) | 0.006702446 |
| Skewness | 2.858416894 |
| Sum | 7.482404362 |
| Variance | 0.0002138380905 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.058275124 | 1 | 0.2% |
| 0.0144504 | 1 | 0.2% |
| 0.024473049 | 1 | 0.2% |
| 0.014537054 | 1 | 0.2% |
| 0.008768594 | 1 | 0.2% |
| 0.007411745 | 1 | 0.2% |
| 0.025719027 | 1 | 0.2% |
| 0.016002244 | 1 | 0.2% |
| 0.011100997 | 1 | 0.2% |
| 0.021061724 | 1 | 0.2% |
| Other values (390) | 390 |
| Value | Count | Frequency (%) |
| 0.001572467 | 1 | |
| 0.00180568 | 1 | |
| 0.002303075 | 1 | |
| 0.00267746 | 1 | |
| 0.002936128 | 1 |
| Value | Count | Frequency (%) |
| 0.123591654 | 1 | |
| 0.117521755 | 1 | |
| 0.091363569 | 1 | |
| 0.083293638 | 1 | |
| 0.070201455 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| current-ratio | gross-margin | operating-margin | ebit-margin | pre-tax-profit-margin | net-profit-margin | asset-turnover | receiveable-turnover | days-sales-in-receivables | roe | return-on-tangible-equity | roa | roi | book-value-per-share | sigma | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1.1417 | 42.5065 | 30.7008 | 30.7008 | 31.2679 | 26.3775 | 0.2657 | 2.7117 | 33.1894 | 34.1583 | 34.1583 | 7.0086 | 13.2887 | 4.1458 | 0.017064 |
| 1 | 1.1630 | 39.7778 | 30.0918 | 30.0918 | 30.1322 | 25.8034 | 0.3148 | 1.9010 | 47.3425 | 43.4208 | 43.4208 | 8.1216 | 17.3741 | 3.9365 | 0.016324 |
| 2 | 1.3636 | 38.1604 | 22.8369 | 22.8369 | 23.0316 | 19.5879 | 0.1998 | 1.7278 | 52.0889 | 19.3958 | 19.3958 | 3.9128 | 7.7272 | 3.8487 | 0.023187 |
| 3 | 1.4695 | 37.9995 | 21.9335 | 21.9335 | 22.0106 | 18.8540 | 0.1881 | 1.8608 | 48.3664 | 15.5682 | 15.5682 | 3.5460 | 6.7655 | 4.2182 | 0.033035 |
| 4 | 1.4960 | 38.3619 | 22.0414 | 22.0414 | 22.5250 | 19.2907 | 0.1820 | 1.9009 | 47.3467 | 14.3436 | 14.3436 | 3.5109 | 6.7154 | 4.5343 | 0.011731 |
| 5 | 1.5978 | 38.3548 | 27.8472 | 27.8472 | 28.2273 | 24.2172 | 0.2696 | 2.2986 | 39.1546 | 24.8361 | 24.8361 | 6.5281 | 12.1768 | 5.1044 | 0.033503 |
| 6 | 1.5401 | 37.9653 | 24.3988 | 24.3988 | 25.1827 | 21.3710 | 0.1892 | 1.3981 | 64.3716 | 15.1247 | 15.1247 | 4.0429 | 7.5076 | 5.0913 | 0.011626 |
| 7 | 1.5046 | 37.5904 | 21.4537 | 21.4537 | 22.1357 | 18.6660 | 0.1670 | 2.0325 | 44.2800 | 10.4130 | 10.4130 | 3.1169 | 5.5372 | 5.3215 | 0.027358 |
| 8 | 1.3154 | 37.6127 | 23.1233 | 23.1233 | 23.7749 | 19.9276 | 0.1696 | 2.2077 | 40.7657 | 10.9210 | 10.9210 | 3.3804 | 5.8966 | 5.7442 | 0.020733 |
| 9 | 1.3006 | 37.9919 | 27.6907 | 27.6907 | 28.3549 | 23.6805 | 0.2256 | 2.2798 | 39.4768 | 16.9350 | 16.9350 | 5.3422 | 9.4674 | 6.2313 | 0.015753 |
Last rows
| current-ratio | gross-margin | operating-margin | ebit-margin | pre-tax-profit-margin | net-profit-margin | asset-turnover | receiveable-turnover | days-sales-in-receivables | roe | return-on-tangible-equity | roa | roi | book-value-per-share | sigma | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 390 | 2.2595 | 62.4045 | 25.9883 | 25.9883 | 29.1033 | 21.8794 | 0.1489 | 3.6254 | 24.8246 | 5.3199 | 7.4587 | 3.2578 | 4.2997 | 11.1506 | 0.003602 |
| 391 | 2.5505 | 58.3093 | 21.2240 | 21.2240 | 21.0210 | 15.6116 | 0.1496 | 3.6877 | 24.4056 | 3.7147 | 5.2335 | 2.3348 | 2.9855 | 10.8091 | 0.006612 |
| 392 | 2.4307 | 56.1685 | 20.0239 | 20.0239 | 19.4197 | 16.2560 | 0.1514 | 3.5577 | 25.2973 | 3.9946 | 5.7394 | 2.4614 | 3.1786 | 10.3464 | 0.008104 |
| 393 | 2.4312 | 58.0025 | 23.4103 | 23.4103 | 23.7738 | 18.3127 | 0.1598 | 3.5160 | 25.5969 | 4.8200 | 6.9998 | 2.9259 | 3.8359 | 10.3566 | 0.011542 |
| 394 | 1.9254 | 63.2756 | 28.5428 | 28.5428 | 29.1373 | 22.0852 | 0.1808 | 3.4172 | 26.3372 | 6.0322 | 8.8915 | 3.9924 | 5.2724 | 9.8894 | 0.016628 |
| 395 | 2.4469 | 63.3583 | 28.3831 | 28.3831 | 29.1386 | 20.9392 | 0.1866 | 3.8095 | 23.6249 | 5.7955 | 8.4735 | 3.9073 | 5.0598 | 9.7305 | 0.008307 |
| 396 | 2.1289 | 64.0400 | 29.5212 | 29.5212 | 29.5522 | 21.2149 | 0.1797 | 3.1969 | 28.1520 | 5.8554 | 8.7454 | 3.8125 | 5.0847 | 9.3408 | 0.013536 |
| 397 | 2.1510 | 64.4632 | 33.1173 | 33.1173 | 33.0309 | 24.1953 | 0.1953 | 3.8047 | 23.6552 | 7.3185 | 11.0563 | 4.7245 | 6.3402 | 9.1822 | 0.012692 |
| 398 | 2.2418 | 63.3598 | 33.6191 | 33.6191 | 34.3708 | 24.3659 | 0.2017 | 3.7249 | 24.1615 | 7.5200 | 11.3578 | 4.9156 | 6.5197 | 9.0107 | 0.016925 |
| 399 | 2.2312 | 60.6354 | 30.1949 | 30.1949 | 30.1642 | 22.6673 | 0.1972 | 3.8797 | 23.1975 | 6.0628 | 8.9836 | 4.4697 | 5.8135 | 9.2191 | 0.021729 |